Pandas Profiling Report

Dataset statistics

Number of variables	37
Number of observations	23436
Missing cells	352
Missing cells (%)	< 0.1%
Duplicate rows	15
Duplicate rows (%)	0.1%
Total size in memory	6.6 MiB
Average record size in memory	296.0 B

Variable types

Numeric	13
Categorical	17
Unsupported	3
Text	3
Boolean	1

Alerts

Dataset has 15 (0.1%) duplicate rows	Duplicates
`Department` is highly overall correlated with `Education` and 15 other fields	High correlation
`Education` is highly overall correlated with `Department` and 4 other fields	High correlation
`EducationField` is highly overall correlated with `Department` and 9 other fields	High correlation
`Employee Source` is highly overall correlated with `Department` and 12 other fields	High correlation
`EnvironmentSatisfaction` is highly overall correlated with `Department` and 12 other fields	High correlation
`Gender` is highly overall correlated with `Department` and 18 other fields	High correlation
`JobInvolvement` is highly overall correlated with `Department` and 12 other fields	High correlation
`JobLevel` is highly overall correlated with `JobRole` and 1 other fields	High correlation
`JobRole` is highly overall correlated with `Department` and 13 other fields	High correlation
`JobSatisfaction` is highly overall correlated with `Employee Source` and 13 other fields	High correlation
`MaritalStatus` is highly overall correlated with `Employee Source` and 13 other fields	High correlation
`NumCompaniesWorked` is highly overall correlated with `Department` and 12 other fields	High correlation
`Over18` is highly overall correlated with `Department` and 18 other fields	High correlation
`OverTime` is highly overall correlated with `Department` and 17 other fields	High correlation
`PercentSalaryHike` is highly overall correlated with `Department` and 12 other fields	High correlation
`PerformanceRating` is highly overall correlated with `Department` and 18 other fields	High correlation
`StandardHours` is highly overall correlated with `Department` and 18 other fields	High correlation
`StockOptionLevel` is highly overall correlated with `Employee Source` and 13 other fields	High correlation
`TotalWorkingYears` is highly overall correlated with `JobLevel` and 1 other fields	High correlation
`TrainingTimesLastYear` is highly overall correlated with `Department` and 12 other fields	High correlation
`YearsAtCompany` is highly overall correlated with `TotalWorkingYears` and 3 other fields	High correlation
`YearsInCurrentRole` is highly overall correlated with `Department` and 8 other fields	High correlation
`YearsSinceLastPromotion` is highly overall correlated with `Department` and 7 other fields	High correlation
`YearsWithCurrManager` is highly overall correlated with `YearsAtCompany` and 1 other fields	High correlation
`Gender` is highly imbalanced (51.4%)	Imbalance
`Over18` is highly imbalanced (99.9%)	Imbalance
`PerformanceRating` is highly imbalanced (68.8%)	Imbalance
`StandardHours` is highly imbalanced (99.9%)	Imbalance
`EnvironmentSatisfaction` is highly skewed (γ1 = 108.2353204)	Skewed
`NumCompaniesWorked` is highly skewed (γ1 = 144.5986932)	Skewed
`DistanceFromHome` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`EmployeeCount` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`Application ID` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`NumCompaniesWorked` has 3176 (13.6%) zeros	Zeros
`TrainingTimesLastYear` has 871 (3.7%) zeros	Zeros
`YearsAtCompany` has 740 (3.2%) zeros	Zeros
`YearsInCurrentRole` has 3925 (16.7%) zeros	Zeros
`YearsSinceLastPromotion` has 9271 (39.6%) zeros	Zeros
`YearsWithCurrManager` has 4197 (17.9%) zeros	Zeros

Reproduction

Analysis started	2024-09-20 20:12:47.211619
Analysis finished	2024-09-20 20:13:16.543524
Duration	29.33 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

Age
Real number (ℝ)

Distinct	43
Distinct (%)	0.2%
Missing	3
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	36.936671

Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	30
median	36
Q3	43
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.1374318
Coefficient of variation (CV)	0.24738104
Kurtosis	-0.40829426
Mean	36.936671
Median Absolute Deviation (MAD)	6
Skewness	0.41022185
Sum	865537
Variance	83.49266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
34	1230	5.2%
35	1227	5.2%
36	1106	4.7%
31	1085	4.6%
29	1075	4.6%
32	984	4.2%
30	952	4.1%
38	945	4.0%
33	927	4.0%
40	893	3.8%
Other values (33)	13009	55.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	127	0.5%
19	143	0.6%
20	175	0.7%
21	213	0.9%
22	257	1.1%
23	223	1.0%
24	416	1.8%
25	416	1.8%
26	612	2.6%
27	773	3.3%

Value	Count	Frequency (%)
60	80	0.3%
59	161	0.7%
58	224	1.0%
57	63	0.3%
56	223	1.0%
55	349	1.5%
54	287	1.2%
53	309	1.3%
52	288	1.2%
51	302	1.3%

Attrition
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	13
Missing (%)	0.1%
Memory size	183.2 KiB

Current employee	19714
Voluntary Resignation	3709

Length

Max length	21
Median length	16
Mean length	16.791743
Min length	16

Characters and Unicode

Total characters	393313
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Voluntary Resignation
2nd row	Voluntary Resignation
3rd row	Voluntary Resignation
4th row	Voluntary Resignation
5th row	Voluntary Resignation

Common Values

Value	Count	Frequency (%)
Current employee	19714	84.1%
Voluntary Resignation	3709	15.8%
(Missing)	13	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
current	19714	42.1%
employee	19714	42.1%
voluntary	3709	7.9%
resignation	3709	7.9%

Most occurring characters

Value	Count	Frequency (%)
e	82565	21.0%
r	43137	11.0%
n	30841	7.8%
t	27132	6.9%
o	27132	6.9%
u	23423	6.0%
y	23423	6.0%
	23423	6.0%
l	23423	6.0%
C	19714	5.0%
Other values (8)	69100	17.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	393313	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	82565	21.0%
r	43137	11.0%
n	30841	7.8%
t	27132	6.9%
o	27132	6.9%
u	23423	6.0%
y	23423	6.0%
	23423	6.0%
l	23423	6.0%
C	19714	5.0%
Other values (8)	69100	17.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	393313	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	82565	21.0%
r	43137	11.0%
n	30841	7.8%
t	27132	6.9%
o	27132	6.9%
u	23423	6.0%
y	23423	6.0%
	23423	6.0%
l	23423	6.0%
C	19714	5.0%
Other values (8)	69100	17.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	393313	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	82565	21.0%
r	43137	11.0%
n	30841	7.8%
t	27132	6.9%
o	27132	6.9%
u	23423	6.0%
y	23423	6.0%
	23423	6.0%
l	23423	6.0%
C	19714	5.0%
Other values (8)	69100	17.6%

BusinessTravel
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	183.2 KiB

Travel_Rarely	16620
Travel_Frequently	4413
Non-Travel	2395

Length

Max length	17
Median length	13
Mean length	13.446773
Min length	10

Characters and Unicode

Total characters	315031
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Travel_Rarely
2nd row	Travel_Rarely
3rd row	Travel_Rarely
4th row	Travel_Rarely
5th row	Travel_Rarely

Common Values

Value	Count	Frequency (%)
Travel_Rarely	16620	70.9%
Travel_Frequently	4413	18.8%
Non-Travel	2395	10.2%
(Missing)	8	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
travel_rarely	16620	70.9%
travel_frequently	4413	18.8%
non-travel	2395	10.2%

Most occurring characters

Value	Count	Frequency (%)
e	48874	15.5%
l	44461	14.1%
r	44461	14.1%
a	40048	12.7%
T	23428	7.4%
v	23428	7.4%
_	21033	6.7%
y	21033	6.7%
R	16620	5.3%
n	6808	2.2%
Other values (7)	24837	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	315031	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	48874	15.5%
l	44461	14.1%
r	44461	14.1%
a	40048	12.7%
T	23428	7.4%
v	23428	7.4%
_	21033	6.7%
y	21033	6.7%
R	16620	5.3%
n	6808	2.2%
Other values (7)	24837	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	315031	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	48874	15.5%
l	44461	14.1%
r	44461	14.1%
a	40048	12.7%
T	23428	7.4%
v	23428	7.4%
_	21033	6.7%
y	21033	6.7%
R	16620	5.3%
n	6808	2.2%
Other values (7)	24837	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	315031	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	48874	15.5%
l	44461	14.1%
r	44461	14.1%
a	40048	12.7%
T	23428	7.4%
v	23428	7.4%
_	21033	6.7%
y	21033	6.7%
R	16620	5.3%
n	6808	2.2%
Other values (7)	24837	7.9%

DailyRate
Real number (ℝ)

Distinct	883
Distinct (%)	3.8%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	801.82877

Minimum	102
Maximum	1499
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	102
5-th percentile	164
Q1	465
median	802
Q3	1157
95-th percentile	1423
Maximum	1499
Range	1397
Interquartile range (IQR)	692

Descriptive statistics

Standard deviation	403.20617
Coefficient of variation (CV)	0.5028582
Kurtosis	-1.2047853
Mean	801.82877
Median Absolute Deviation (MAD)	344
Skewness	-0.0046440396
Sum	18782037
Variance	162575.21
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
691	99	0.4%
408	81	0.3%
1329	80	0.3%
530	79	0.3%
1082	79	0.3%
329	79	0.3%
427	68	0.3%
334	67	0.3%
950	65	0.3%
1125	65	0.3%
Other values (873)	22662	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
102	16	0.1%
103	18	0.1%
104	16	0.1%
105	15	0.1%
106	16	0.1%
107	16	0.1%
109	15	0.1%
111	47	0.2%
115	16	0.1%
116	32	0.1%

Value	Count	Frequency (%)
1499	15	0.1%
1498	16	0.1%
1496	32	0.1%
1495	48	0.2%
1492	16	0.1%
1490	62	0.3%
1488	16	0.1%
1485	46	0.2%
1482	16	0.1%
1480	32	0.1%

Department
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	11
Missing (%)	< 0.1%
Memory size	183.2 KiB

Research & Development	15286
Sales	7119
Human Resources	1019
1296	1

Length

Max length	22
Median length	22
Mean length	16.528324
Min length	4

Characters and Unicode

Total characters	387176
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Sales
2nd row	Sales
3rd row	Sales
4th row	Sales
5th row	Sales

Common Values

Value	Count	Frequency (%)
Research & Development	15286	65.2%
Sales	7119	30.4%
Human Resources	1019	4.3%
1296	1	< 0.1%
(Missing)	11	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
research	15286	27.8%
	15286	27.8%
development	15286	27.8%
sales	7119	12.9%
human	1019	1.9%
resources	1019	1.9%
1296	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	85587	22.1%
	31591	8.2%
s	24443	6.3%
a	23424	6.0%
l	22405	5.8%
R	16305	4.2%
c	16305	4.2%
r	16305	4.2%
m	16305	4.2%
n	16305	4.2%
Other values (14)	118201	30.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	387176	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	85587	22.1%
	31591	8.2%
s	24443	6.3%
a	23424	6.0%
l	22405	5.8%
R	16305	4.2%
c	16305	4.2%
r	16305	4.2%
m	16305	4.2%
n	16305	4.2%
Other values (14)	118201	30.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	387176	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	85587	22.1%
	31591	8.2%
s	24443	6.3%
a	23424	6.0%
l	22405	5.8%
R	16305	4.2%
c	16305	4.2%
r	16305	4.2%
m	16305	4.2%
n	16305	4.2%
Other values (14)	118201	30.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	387176	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	85587	22.1%
	31591	8.2%
s	24443	6.3%
a	23424	6.0%
l	22405	5.8%
R	16305	4.2%
c	16305	4.2%
r	16305	4.2%
m	16305	4.2%
n	16305	4.2%
Other values (14)	118201	30.5%

DistanceFromHome
Unsupported

REJECTED UNSUPPORTED

Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

Education
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.9100495

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.024931
Coefficient of variation (CV)	0.35220396
Kurtosis	-0.56488289
Mean	2.9100495
Median Absolute Deviation (MAD)	1
Skewness	-0.28426054
Sum	68165
Variance	1.0504835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	9098	38.8%
4	6321	27.0%
2	4517	19.3%
1	2722	11.6%
5	765	3.3%
6	1	< 0.1%
(Missing)	12	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2722	11.6%
2	4517	19.3%
3	9098	38.8%
4	6321	27.0%
5	765	3.3%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	765	3.3%
4	6321	27.0%
3	9098	38.8%
2	4517	19.3%
1	2722	11.6%

EducationField
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

Life Sciences	9701
Medical	7337
Marketing	2541
Technical Degree	2089
Other	1311
Other values (3)	448

Length

Max length	16
Median length	15
Mean length	10.54403
Min length	1

Characters and Unicode

Total characters	247015
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Life Sciences
2nd row	Life Sciences
3rd row	Life Sciences
4th row	Life Sciences
5th row	Life Sciences

Common Values

Value	Count	Frequency (%)
Life Sciences	9701	41.4%
Medical	7337	31.3%
Marketing	2541	10.8%
Technical Degree	2089	8.9%
Other	1311	5.6%
Human Resources	446	1.9%
3	1	< 0.1%
Test	1	< 0.1%
(Missing)	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
life	9701	27.2%
sciences	9701	27.2%
medical	7337	20.6%
marketing	2541	7.1%
technical	2089	5.9%
degree	2089	5.9%
other	1311	3.7%
human	446	1.3%
resources	446	1.3%
3	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	49541	20.1%
i	31369	12.7%
c	31363	12.7%
n	14777	6.0%
a	12413	5.0%
	12236	5.0%
s	10594	4.3%
M	9878	4.0%
f	9701	3.9%
S	9701	3.9%
Other values (17)	55442	22.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	247015	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	49541	20.1%
i	31369	12.7%
c	31363	12.7%
n	14777	6.0%
a	12413	5.0%
	12236	5.0%
s	10594	4.3%
M	9878	4.0%
f	9701	3.9%
S	9701	3.9%
Other values (17)	55442	22.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	247015	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	49541	20.1%
i	31369	12.7%
c	31363	12.7%
n	14777	6.0%
a	12413	5.0%
	12236	5.0%
s	10594	4.3%
M	9878	4.0%
f	9701	3.9%
S	9701	3.9%
Other values (17)	55442	22.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	247015	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	49541	20.1%
i	31369	12.7%
c	31363	12.7%
n	14777	6.0%
a	12413	5.0%
	12236	5.0%
s	10594	4.3%
M	9878	4.0%
f	9701	3.9%
S	9701	3.9%
Other values (17)	55442	22.4%

EmployeeCount
Unsupported

REJECTED UNSUPPORTED

Missing	5
Missing (%)	< 0.1%
Memory size	183.2 KiB

EmployeeNumber
Text

Distinct	23366
Distinct (%)	99.7%
Missing	1
Missing (%)	< 0.1%
Memory size	183.2 KiB

Length

Max length	7
Median length	5
Mean length	4.5260081
Min length	1

Characters and Unicode

Total characters	106067
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	23327 ?
Unique (%)	99.5%

Sample

1st row	1
2nd row	1
3rd row	7
4th row	8
5th row	9

Value	Count	Frequency (%)
1	7	< 0.1%
23244	7	< 0.1%
6325	6	< 0.1%
10442	5	< 0.1%
12078	4	< 0.1%
9568	4	< 0.1%
12686	4	< 0.1%
10024	4	< 0.1%
35	4	< 0.1%
17031	3	< 0.1%
Other values (23355)	23387	99.8%

Most occurring characters

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.4%
9	8947	8.4%
Other values (9)	15	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	106067	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.4%
9	8947	8.4%
Other values (9)	15	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	106067	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.4%
9	8947	8.4%
Other values (9)	15	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	106067	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	20056	18.9%
2	13531	12.8%
3	9577	9.0%
4	9040	8.5%
5	8993	8.5%
0	8991	8.5%
6	8990	8.5%
8	8965	8.5%
7	8962	8.4%
9	8947	8.4%
Other values (9)	15	< 0.1%

Application ID
Unsupported

REJECTED UNSUPPORTED

Missing	3
Missing (%)	< 0.1%
Memory size	183.2 KiB

EnvironmentSatisfaction
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	6
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.681777

Minimum	1
Maximum	129588
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	129588
Range	129587
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1186.5444
Coefficient of variation (CV)	86.724432
Kurtosis	11714.866
Mean	13.681777
Median Absolute Deviation (MAD)	1
Skewness	108.23532
Sum	320523
Variance	1407887.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	7196	30.7%
4	7110	30.3%
1	4580	19.5%
2	4539	19.4%
127249	1	< 0.1%
129588	1	< 0.1%
(Missing)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4580	19.5%
2	4539	19.4%
3	7196	30.7%
4	7110	30.3%
127249	1	< 0.1%
129588	1	< 0.1%

Value	Count	Frequency (%)
129588	1	< 0.1%
127249	1	< 0.1%
4	7110	30.3%
3	7196	30.7%
2	4539	19.4%
1	4580	19.5%

Gender
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

Male	14056
Female	9368
1	1
2	1

Length

Max length	6
Median length	4
Mean length	4.799539
Min length	1

Characters and Unicode

Total characters	112434
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Female
2nd row	Female
3rd row	Female
4th row	Female
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	14056	60.0%
Female	9368	40.0%
1	1	< 0.1%
2	1	< 0.1%
(Missing)	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	14056	60.0%
female	9368	40.0%
1	1	< 0.1%
2	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	32792	29.2%
a	23424	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
1	1	< 0.1%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	112434	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	32792	29.2%
a	23424	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
1	1	< 0.1%
2	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	112434	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	32792	29.2%
a	23424	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
1	1	< 0.1%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	112434	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	32792	29.2%
a	23424	20.8%
l	23424	20.8%
M	14056	12.5%
F	9368	8.3%
m	9368	8.3%
1	1	< 0.1%
2	1	< 0.1%

HourlyRate
Text

Distinct	73
Distinct (%)	0.3%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

Length

Max length	6
Median length	2
Mean length	2.0128484
Min length	2

Characters and Unicode

Total characters	47155
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	94
2nd row	94
3rd row	94
4th row	94
5th row	94

Value	Count	Frequency (%)
66	480	2.0%
48	447	1.9%
98	447	1.9%
42	445	1.9%
84	444	1.9%
96	436	1.9%
79	431	1.8%
87	417	1.8%
57	416	1.8%
56	410	1.8%
Other values (63)	19054	81.3%

Most occurring characters

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%
Other values (6)	10	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47155	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%
Other values (6)	10	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47155	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%
Other values (6)	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47155	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	5798	12.3%
4	5789	12.3%
8	5760	12.2%
7	5744	12.2%
9	5640	12.0%
5	5502	11.7%
3	4958	10.5%
2	2799	5.9%
0	2698	5.7%
1	2457	5.2%
Other values (6)	10	< 0.1%

JobInvolvement
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.7338114

Minimum	1
Maximum	54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	54
Range	53
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.83686021
Coefficient of variation (CV)	0.30611483
Kurtosis	934.31609
Mean	2.7338114
Median Absolute Deviation (MAD)	0
Skewness	15.816353
Sum	64045
Variance	0.70033501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	13853	59.1%
2	5973	25.5%
4	2280	9.7%
1	1319	5.6%
47	1	< 0.1%
54	1	< 0.1%
(Missing)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1319	5.6%
2	5973	25.5%
3	13853	59.1%
4	2280	9.7%
47	1	< 0.1%
54	1	< 0.1%

Value	Count	Frequency (%)
54	1	< 0.1%
47	1	< 0.1%
4	2280	9.7%
3	13853	59.1%
2	5973	25.5%
1	1319	5.6%

JobLevel
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	7
Missing (%)	< 0.1%
Memory size	183.2 KiB

1.0	8641
2.0	8526
3.0	3475
4.0	1695
5.0	1092

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	70287
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
1.0	8641	36.9%
2.0	8526	36.4%
3.0	3475	14.8%
4.0	1695	7.2%
5.0	1092	4.7%
(Missing)	7	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	8641	36.9%
2.0	8526	36.4%
3.0	3475	14.8%
4.0	1695	7.2%
5.0	1092	4.7%

Most occurring characters

Value	Count	Frequency (%)
.	23429	33.3%
0	23429	33.3%
1	8641	12.3%
2	8526	12.1%
3	3475	4.9%
4	1695	2.4%
5	1092	1.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70287	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	23429	33.3%
0	23429	33.3%
1	8641	12.3%
2	8526	12.1%
3	3475	4.9%
4	1695	2.4%
5	1092	1.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70287	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	23429	33.3%
0	23429	33.3%
1	8641	12.3%
2	8526	12.1%
3	3475	4.9%
4	1695	2.4%
5	1092	1.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70287	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	23429	33.3%
0	23429	33.3%
1	8641	12.3%
2	8526	12.1%
3	3475	4.9%
4	1695	2.4%
5	1092	1.6%

JobRole
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

Sales Executive	5111
Research Scientist	4634
Laboratory Technician	4162
Manufacturing Director	2376
Healthcare Representative	2104
Other values (6)	5040

Length

Max length	25
Median length	21
Mean length	18.108465
Min length	1

Characters and Unicode

Total characters	424227
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	Sales Executive
2nd row	Sales Executive
3rd row	Sales Executive
4th row	Sales Executive
5th row	Sales Executive

Common Values

Value	Count	Frequency (%)
Sales Executive	5111	21.8%
Research Scientist	4634	19.8%
Laboratory Technician	4162	17.8%
Manufacturing Director	2376	10.1%
Healthcare Representative	2104	9.0%
Manager	1600	6.8%
Sales Representative	1306	5.6%
Research Director	1287	5.5%
Human Resources	845	3.6%
5	1	< 0.1%
(Missing)	9	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sales	6417	14.2%
research	5921	13.1%
executive	5111	11.3%
scientist	4634	10.2%
laboratory	4162	9.2%
technician	4162	9.2%
director	3663	8.1%
representative	3410	7.5%
manufacturing	2376	5.3%
healthcare	2104	4.6%
Other values (5)	3292	7.3%

Most occurring characters

Value	Count	Frequency (%)
e	62078	14.6%
a	41239	9.7%
t	33504	7.9%
c	32978	7.8%
i	32152	7.6%
r	31906	7.5%
n	23565	5.6%
s	22072	5.2%
	21825	5.1%
o	12832	3.0%
Other values (21)	110076	25.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	424227	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	62078	14.6%
a	41239	9.7%
t	33504	7.9%
c	32978	7.8%
i	32152	7.6%
r	31906	7.5%
n	23565	5.6%
s	22072	5.2%
	21825	5.1%
o	12832	3.0%
Other values (21)	110076	25.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	424227	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	62078	14.6%
a	41239	9.7%
t	33504	7.9%
c	32978	7.8%
i	32152	7.6%
r	31906	7.5%
n	23565	5.6%
s	22072	5.2%
	21825	5.1%
o	12832	3.0%
Other values (21)	110076	25.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	424227	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	62078	14.6%
a	41239	9.7%
t	33504	7.9%
c	32978	7.8%
i	32152	7.6%
r	31906	7.5%
n	23565	5.6%
s	22072	5.2%
	21825	5.1%
o	12832	3.0%
Other values (21)	110076	25.9%

JobSatisfaction
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

4	7276
3	7088
1	4605
2	4456
Manager	2

Length

Max length	7
Median length	1
Mean length	1.0005122
Min length	1

Characters and Unicode

Total characters	23439
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
Manager	2	< 0.1%
(Missing)	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	7276	31.1%
3	7088	30.3%
1	4605	19.7%
2	4456	19.0%
manager	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
a	4	< 0.1%
M	2	< 0.1%
n	2	< 0.1%
g	2	< 0.1%
e	2	< 0.1%
r	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23439	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
a	4	< 0.1%
M	2	< 0.1%
n	2	< 0.1%
g	2	< 0.1%
e	2	< 0.1%
r	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23439	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
a	4	< 0.1%
M	2	< 0.1%
n	2	< 0.1%
g	2	< 0.1%
e	2	< 0.1%
r	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23439	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	7276	31.0%
3	7088	30.2%
1	4605	19.6%
2	4456	19.0%
a	4	< 0.1%
M	2	< 0.1%
n	2	< 0.1%
g	2	< 0.1%
e	2	< 0.1%
r	2	< 0.1%

MaritalStatus
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	11
Missing (%)	< 0.1%
Memory size	183.2 KiB

Married	10709
Single	7504
Divorced	5210
4	2

Length

Max length	8
Median length	7
Mean length	6.9015582
Min length	1

Characters and Unicode

Total characters	161669
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Single
3rd row	Single
4th row	Single
5th row	Single

Common Values

Value	Count	Frequency (%)
Married	10709	45.7%
Single	7504	32.0%
Divorced	5210	22.2%
4	2	< 0.1%
(Missing)	11	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	10709	45.7%
single	7504	32.0%
divorced	5210	22.2%
4	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
r	26628	16.5%
e	23423	14.5%
i	23423	14.5%
d	15919	9.8%
M	10709	6.6%
a	10709	6.6%
S	7504	4.6%
n	7504	4.6%
g	7504	4.6%
l	7504	4.6%
Other values (5)	20842	12.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	161669	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	26628	16.5%
e	23423	14.5%
i	23423	14.5%
d	15919	9.8%
M	10709	6.6%
a	10709	6.6%
S	7504	4.6%
n	7504	4.6%
g	7504	4.6%
l	7504	4.6%
Other values (5)	20842	12.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	161669	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	26628	16.5%
e	23423	14.5%
i	23423	14.5%
d	15919	9.8%
M	10709	6.6%
a	10709	6.6%
S	7504	4.6%
n	7504	4.6%
g	7504	4.6%
l	7504	4.6%
Other values (5)	20842	12.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	161669	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	26628	16.5%
e	23423	14.5%
i	23423	14.5%
d	15919	9.8%
M	10709	6.6%
a	10709	6.6%
S	7504	4.6%
n	7504	4.6%
g	7504	4.6%
l	7504	4.6%
Other values (5)	20842	12.9%

MonthlyIncome
Text

Distinct	1351
Distinct (%)	5.8%
Missing	13
Missing (%)	0.1%
Memory size	183.2 KiB

Length

Max length	7
Median length	4
Mean length	4.1909661
Min length	4

Characters and Unicode

Total characters	98165
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	5993
2nd row	5993
3rd row	5993
4th row	5993
5th row	5993

Value	Count	Frequency (%)
2342	66	0.3%
2559	54	0.2%
2380	49	0.2%
2741	48	0.2%
6347	48	0.2%
2610	48	0.2%
5562	48	0.2%
6142	47	0.2%
2451	47	0.2%
3452	46	0.2%
Other values (1341)	22922	97.9%

Most occurring characters

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.9%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%
Other values (10)	13	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	98165	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.9%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%
Other values (10)	13	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	98165	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.9%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%
Other values (10)	13	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	98165	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	13215	13.5%
1	11715	11.9%
4	11000	11.2%
3	10288	10.5%
6	9525	9.7%
5	9348	9.5%
7	8688	8.9%
9	8436	8.6%
0	8235	8.4%
8	7702	7.8%
Other values (10)	13	< 0.1%

MonthlyRate
Real number (ℝ)

Distinct	1429
Distinct (%)	6.1%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	14304.344

Minimum	2094
Maximum	26999
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	2094
5-th percentile	3395
Q1	8053
median	14222
Q3	20460
95-th percentile	25412
Maximum	26999
Range	24905
Interquartile range (IQR)	12407

Descriptive statistics

Standard deviation	7102.6363
Coefficient of variation (CV)	0.49653702
Kurtosis	-1.2148608
Mean	14304.344
Median Absolute Deviation (MAD)	6204
Skewness	0.019498803
Sum	3.3507925 × 10⁸
Variance	50447442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9150	53	0.2%
4223	49	0.2%
19373	34	0.1%
21534	33	0.1%
22074	32	0.1%
11652	32	0.1%
15891	32	0.1%
8952	32	0.1%
2125	32	0.1%
24444	32	0.1%
Other values (1419)	23064	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2094	16	0.1%
2097	15	0.1%
2104	16	0.1%
2112	15	0.1%
2122	16	0.1%
2125	32	0.1%
2137	16	0.1%
2227	16	0.1%
2243	16	0.1%
2253	16	0.1%

Value	Count	Frequency (%)
26999	16	0.1%
26997	14	0.1%
26968	16	0.1%
26959	15	0.1%
26956	16	0.1%
26933	16	0.1%
26914	16	0.1%
26897	15	0.1%
26894	15	0.1%
26862	16	0.1%

NumCompaniesWorked
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	9
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	3.8877791

Minimum	0
Maximum	23258
Zeros	3176
Zeros (%)	13.6%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	23258
Range	23258
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	155.3329
Coefficient of variation (CV)	39.954149
Kurtosis	21486.887
Mean	3.8877791
Median Absolute Deviation (MAD)	1
Skewness	144.59869
Sum	91079
Variance	24128.311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	8311	35.5%
0	3176	13.6%
3	2508	10.7%
2	2330	9.9%
4	2208	9.4%
7	1171	5.0%
6	1108	4.7%
5	1002	4.3%
9	818	3.5%
8	793	3.4%
Other values (2)	2	< 0.1%
(Missing)	9	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3176	13.6%
1	8311	35.5%
2	2330	9.9%
3	2508	10.7%
4	2208	9.4%
5	1002	4.3%
6	1108	4.7%
7	1171	5.0%
8	793	3.4%
9	818	3.5%

Value	Count	Frequency (%)
23258	1	< 0.1%
4933	1	< 0.1%
9	818	3.5%
8	793	3.4%
7	1171	5.0%
6	1108	4.7%
5	1002	4.3%
4	2208	9.4%
3	2508	10.7%
2	2330	9.9%

Over18
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

Y	23424
1	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	23426
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Y
2nd row	Y
3rd row	Y
4th row	Y
5th row	Y

Common Values

Value	Count	Frequency (%)
Y	23424	99.9%
1	2	< 0.1%
(Missing)	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
y	23424	> 99.9%
1	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
Y	23424	> 99.9%
1	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23426	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Y	23424	> 99.9%
1	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23426	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Y	23424	> 99.9%
1	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23426	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Y	23424	> 99.9%
1	2	< 0.1%

OverTime
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Memory size	45.9 KiB

False	16790
True	6634
(Missing)	12

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	16790	71.6%
True	6634	28.3%
(Missing)	12	0.1%

PercentSalaryHike
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	0.1%
Missing	14
Missing (%)	0.1%
Memory size	183.2 KiB

11	3353
13	3345
14	3216
12	3125
15	1596
Other values (12)	8787

Length

Max length	3
Median length	2
Mean length	2.0000427
Min length	2

Characters and Unicode

Total characters	46845
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	11
2nd row	11
3rd row	11
4th row	11
5th row	11

Common Values

Value	Count	Frequency (%)
11	3353	14.3%
13	3345	14.3%
14	3216	13.7%
12	3125	13.3%
15	1596	6.8%
18	1408	6.0%
17	1312	5.6%
16	1247	5.3%
19	1214	5.2%
22	889	3.8%
Other values (7)	2717	11.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
11	3353	14.3%
13	3345	14.3%
14	3216	13.7%
12	3125	13.3%
15	1596	6.8%
18	1408	6.0%
17	1312	5.6%
16	1247	5.3%
19	1214	5.2%
22	889	3.8%
Other values (7)	2717	11.6%

Most occurring characters

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.3%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%
Other values (5)	5	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	46845	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.3%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%
Other values (5)	5	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	46845	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.3%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%
Other values (5)	5	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	46845	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	23936	51.1%
2	7618	16.3%
3	3790	8.1%
4	3556	7.6%
5	1879	4.0%
8	1408	3.0%
7	1312	2.8%
6	1247	2.7%
9	1214	2.6%
0	880	1.9%
Other values (5)	5	< 0.1%

PerformanceRating
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

3.0	19791
4.0	3633
11.0	1
13.0	1

Length

Max length	4
Median length	3
Mean length	3.0000854
Min length	3

Characters and Unicode

Total characters	70280
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	19791	84.4%
4.0	3633	15.5%
11.0	1	< 0.1%
13.0	1	< 0.1%
(Missing)	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	19791	84.5%
4.0	3633	15.5%
11.0	1	< 0.1%
13.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.2%
4	3633	5.2%
1	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70280	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.2%
4	3633	5.2%
1	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70280	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.2%
4	3633	5.2%
1	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70280	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	19792	28.2%
4	3633	5.2%
1	3	< 0.1%

RelationshipSatisfaction
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	8
Missing (%)	< 0.1%
Memory size	183.2 KiB

3.0	7316
4.0	6888
2.0	4844
1.0	4380

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	70284
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
3.0	7316	31.2%
4.0	6888	29.4%
2.0	4844	20.7%
1.0	4380	18.7%
(Missing)	8	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	7316	31.2%
4.0	6888	29.4%
2.0	4844	20.7%
1.0	4380	18.7%

Most occurring characters

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70284	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70284	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70284	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	23428	33.3%
0	23428	33.3%
3	7316	10.4%
4	6888	9.8%
2	4844	6.9%
1	4380	6.2%

StandardHours
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

80.0	23424
4.0	1
3.0	1

Length

Max length	4
Median length	4
Mean length	3.9999146
Min length	3

Characters and Unicode

Total characters	93702
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	80.0
2nd row	80.0
3rd row	80.0
4th row	80.0
5th row	80.0

Common Values

Value	Count	Frequency (%)
80.0	23424	99.9%
4.0	1	< 0.1%
3.0	1	< 0.1%
(Missing)	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
80.0	23424	> 99.9%
4.0	1	< 0.1%
3.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
4	1	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	93702	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
4	1	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	93702	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
4	1	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	93702	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	46850	50.0%
.	23426	25.0%
8	23424	25.0%
4	1	< 0.1%
3	1	< 0.1%

StockOptionLevel
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	9
Missing (%)	< 0.1%
Memory size	183.2 KiB

0.0	10066
1.0	9483
2.0	2533
3.0	1343
80.0	2

Length

Max length	4
Median length	3
Mean length	3.0000854
Min length	3

Characters and Unicode

Total characters	70283
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	10066	43.0%
1.0	9483	40.5%
2.0	2533	10.8%
3.0	1343	5.7%
80.0	2	< 0.1%
(Missing)	9	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	10066	43.0%
1.0	9483	40.5%
2.0	2533	10.8%
3.0	1343	5.7%
80.0	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	33495	47.7%
.	23427	33.3%
1	9483	13.5%
2	2533	3.6%
3	1343	1.9%
8	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70283	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	33495	47.7%
.	23427	33.3%
1	9483	13.5%
2	2533	3.6%
3	1343	1.9%
8	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70283	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	33495	47.7%
.	23427	33.3%
1	9483	13.5%
2	2533	3.6%
3	1343	1.9%
8	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70283	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	33495	47.7%
.	23427	33.3%
1	9483	13.5%
2	2533	3.6%
3	1343	1.9%
8	2	< 0.1%

TotalWorkingYears
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	0.2%
Missing	8
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	11.25922

Minimum	0
Maximum	40
Zeros	211
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	15
95-th percentile	28
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.7723697
Coefficient of variation (CV)	0.69031157
Kurtosis	0.92676957
Mean	11.25922
Median Absolute Deviation (MAD)	4
Skewness	1.1172516
Sum	263781
Variance	60.409731
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
10	3241	13.8%
6	1992	8.5%
8	1653	7.1%
9	1538	6.6%
5	1396	6.0%
7	1285	5.5%
1	1284	5.5%
4	992	4.2%
12	757	3.2%
3	670	2.9%
Other values (30)	8620	36.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	211	0.9%
1	1284	5.5%
2	485	2.1%
3	670	2.9%
4	992	4.2%
5	1396	6.0%
6	1992	8.5%
7	1285	5.5%
8	1653	7.1%
9	1538	6.6%

Value	Count	Frequency (%)
40	37	0.2%
38	16	0.1%
37	56	0.2%
36	92	0.4%
35	46	0.2%
34	82	0.3%
33	110	0.5%
32	150	0.6%
31	148	0.6%
30	105	0.4%

TrainingTimesLastYear
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.8001708

Minimum	0
Maximum	30
Zeros	871
Zeros (%)	3.7%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	30
Range	30
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3085273
Coefficient of variation (CV)	0.4673027
Kurtosis	10.249696
Mean	2.8001708
Median Absolute Deviation (MAD)	1
Skewness	1.0425426
Sum	65594
Variance	1.7122438
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
2	8725	37.2%
3	7806	33.3%
4	1970	8.4%
5	1882	8.0%
1	1126	4.8%
6	1043	4.5%
0	871	3.7%
22	1	< 0.1%
30	1	< 0.1%
(Missing)	11	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	871	3.7%
1	1126	4.8%
2	8725	37.2%
3	7806	33.3%
4	1970	8.4%
5	1882	8.0%
6	1043	4.5%
22	1	< 0.1%
30	1	< 0.1%

Value	Count	Frequency (%)
30	1	< 0.1%
22	1	< 0.1%
6	1043	4.5%
5	1882	8.0%
4	1970	8.4%
3	7806	33.3%
2	8725	37.2%
1	1126	4.8%
0	871	3.7%

WorkLifeBalance
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	10
Missing (%)	< 0.1%
Memory size	183.2 KiB

3.0	14238
2.0	5479
4.0	2439
1.0	1270

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	70278
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
3.0	14238	60.8%
2.0	5479	23.4%
4.0	2439	10.4%
1.0	1270	5.4%
(Missing)	10	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	14238	60.8%
2.0	5479	23.4%
4.0	2439	10.4%
1.0	1270	5.4%

Most occurring characters

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70278	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70278	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70278	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	23426	33.3%
0	23426	33.3%
3	14238	20.3%
2	5479	7.8%
4	2439	3.5%
1	1270	1.8%

YearsAtCompany
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	0.2%
Missing	13
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.0108867

Minimum	0
Maximum	40
Zeros	740
Zeros (%)	3.2%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	5
Q3	10
95-th percentile	20
Maximum	40
Range	40
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.1383942
Coefficient of variation (CV)	0.87555176
Kurtosis	3.8952933
Mean	7.0108867
Median Absolute Deviation (MAD)	3
Skewness	1.7589009
Sum	164216
Variance	37.679883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
5	3112	13.3%
1	2718	11.6%
3	2030	8.7%
2	2008	8.6%
10	1928	8.2%
4	1755	7.5%
7	1413	6.0%
9	1295	5.5%
8	1275	5.4%
6	1219	5.2%
Other values (27)	4670	19.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	740	3.2%
1	2718	11.6%
2	2008	8.6%
3	2030	8.7%
4	1755	7.5%
5	3112	13.3%
6	1219	5.2%
7	1413	6.0%
8	1275	5.4%
9	1295	5.5%

Value	Count	Frequency (%)
40	15	0.1%
37	16	0.1%
36	32	0.1%
34	16	0.1%
33	85	0.4%
32	48	0.2%
31	48	0.2%
30	16	0.1%
29	30	0.1%
27	32	0.1%

YearsInCurrentRole
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	15
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.2274455

Minimum	0
Maximum	22
Zeros	3925
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	11
Maximum	22
Range	22
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.6272842
Coefficient of variation (CV)	0.85803216
Kurtosis	0.48537702
Mean	4.2274455
Median Absolute Deviation (MAD)	3
Skewness	0.91863465
Sum	99011
Variance	13.15719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	5928	25.3%
0	3925	16.7%
7	3516	15.0%
3	2141	9.1%
4	1635	7.0%
8	1426	6.1%
9	1074	4.6%
1	887	3.8%
5	594	2.5%
6	591	2.5%
Other values (10)	1704	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3925	16.7%
1	887	3.8%
2	5928	25.3%
3	2141	9.1%
4	1635	7.0%
5	594	2.5%
6	591	2.5%
7	3516	15.0%
8	1426	6.1%
9	1074	4.6%

Value	Count	Frequency (%)
22	1	< 0.1%
18	32	0.1%
17	63	0.3%
16	110	0.5%
15	134	0.6%
14	176	0.8%
13	221	0.9%
12	149	0.6%
11	359	1.5%
10	459	2.0%

YearsSinceLastPromotion
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	0.1%
Missing	11
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.1838207

Minimum	0
Maximum	17
Zeros	9271
Zeros (%)	39.6%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	17
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.2186147
Coefficient of variation (CV)	1.4738457
Kurtosis	3.6231184
Mean	2.1838207
Median Absolute Deviation (MAD)	1
Skewness	1.9869325
Sum	51156
Variance	10.35948
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	9271	39.6%
1	5684	24.3%
2	2533	10.8%
7	1215	5.2%
4	961	4.1%
3	843	3.6%
5	713	3.0%
6	508	2.2%
11	377	1.6%
8	284	1.2%
Other values (7)	1036	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9271	39.6%
1	5684	24.3%
2	2533	10.8%
3	843	3.6%
4	961	4.1%
5	713	3.0%
6	508	2.2%
7	1215	5.2%
8	284	1.2%
9	271	1.2%

Value	Count	Frequency (%)
17	1	< 0.1%
15	206	0.9%
14	144	0.6%
13	158	0.7%
12	160	0.7%
11	377	1.6%
10	96	0.4%
9	271	1.2%
8	284	1.2%
7	1215	5.2%

YearsWithCurrManager
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	0.1%
Missing	7
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.1275769

Minimum	0
Maximum	17
Zeros	4197
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	183.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	10
Maximum	17
Range	17
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.5723794
Coefficient of variation (CV)	0.8654907
Kurtosis	0.16096225
Mean	4.1275769
Median Absolute Deviation (MAD)	3
Skewness	0.83161992
Sum	96705
Variance	12.761895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
2	5461	23.3%
0	4197	17.9%
7	3439	14.7%
3	2254	9.6%
8	1696	7.2%
4	1572	6.7%
1	1219	5.2%
9	1035	4.4%
5	496	2.1%
6	457	1.9%
Other values (8)	1603	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4197	17.9%
1	1219	5.2%
2	5461	23.3%
3	2254	9.6%
4	1572	6.7%
5	496	2.1%
6	457	1.9%
7	3439	14.7%
8	1696	7.2%
9	1035	4.4%

Value	Count	Frequency (%)
17	112	0.5%
16	32	0.1%
15	79	0.3%
14	79	0.3%
13	238	1.0%
12	277	1.2%
11	351	1.5%
10	435	1.9%
9	1035	4.4%
8	1696	7.2%

Employee Source
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	0.1%
Missing	12
Missing (%)	0.1%
Memory size	183.2 KiB

Company Website	5400
Seek	3689
Indeed	2529
Jora	2422
LinkedIn	2339
Other values (7)	7045

Length

Max length	15
Median length	9
Mean length	8.5622865
Min length	1

Characters and Unicode

Total characters	200563
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	< 0.1%

Sample

1st row	Referral
2nd row	Referral
3rd row	Referral
4th row	Referral
5th row	Referral

Common Values

Value	Count	Frequency (%)
Company Website	5400	23.0%
Seek	3689	15.7%
Indeed	2529	10.8%
Jora	2422	10.3%
LinkedIn	2339	10.0%
Recruit.net	2322	9.9%
GlassDoor	2176	9.3%
Adzuna	2126	9.1%
Referral	418	1.8%
Test	1	< 0.1%
Other values (2)	2	< 0.1%
(Missing)	12	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
company	5400	18.7%
website	5400	18.7%
seek	3689	12.8%
indeed	2529	8.8%
jora	2422	8.4%
linkedin	2339	8.1%
recruit.net	2322	8.1%
glassdoor	2176	7.5%
adzuna	2126	7.4%
referral	418	1.5%
Other values (3)	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	31056	15.5%
n	17055	8.5%
a	12542	6.3%
o	12174	6.1%
i	10061	5.0%
t	10045	5.0%
s	9753	4.9%
d	9523	4.7%
r	7756	3.9%
k	6028	3.0%
Other values (25)	74570	37.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	200563	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	31056	15.5%
n	17055	8.5%
a	12542	6.3%
o	12174	6.1%
i	10061	5.0%
t	10045	5.0%
s	9753	4.9%
d	9523	4.7%
r	7756	3.9%
k	6028	3.0%
Other values (25)	74570	37.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	200563	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	31056	15.5%
n	17055	8.5%
a	12542	6.3%
o	12174	6.1%
i	10061	5.0%
t	10045	5.0%
s	9753	4.9%
d	9523	4.7%
r	7756	3.9%
k	6028	3.0%
Other values (25)	74570	37.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	200563	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	31056	15.5%
n	17055	8.5%
a	12542	6.3%
o	12174	6.1%
i	10061	5.0%
t	10045	5.0%
s	9753	4.9%
d	9523	4.7%
r	7756	3.9%
k	6028	3.0%
Other values (25)	74570	37.2%

Auto

Heatmap
Table

	Age	Attrition	BusinessTravel	DailyRate	Department	Education	EducationField	Employee Source	EnvironmentSatisfaction	Gender	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager
Age	1.000	0.226	0.087	0.010	0.050	0.205	0.038	0.048	-0.009	0.028	-0.007	0.158	0.095	0.040	0.074	0.024	0.054	0.000	0.041	0.061	0.013	0.047	0.000	0.088	0.306	0.013	0.043	0.107	0.089	0.076	0.084
Attrition	0.226	1.000	0.129	0.096	0.087	0.044	0.062	0.047	0.000	0.002	0.000	0.106	0.111	0.057	0.126	0.046	0.000	0.000	0.147	0.069	0.000	0.038	0.000	0.138	0.108	0.010	0.028	0.079	0.098	0.044	0.081
BusinessTravel	0.087	0.129	1.000	0.082	0.005	0.046	0.041	0.049	0.012	0.022	0.014	0.028	0.044	0.028	0.040	0.053	0.014	0.012	0.027	0.074	0.013	0.030	0.014	0.031	0.048	0.014	0.022	0.048	0.038	0.062	0.056
DailyRate	0.010	0.096	0.082	1.000	0.063	-0.016	0.045	0.046	0.007	0.031	0.009	0.054	0.043	0.027	0.057	-0.013	0.016	0.000	0.029	0.065	0.025	0.055	0.000	0.046	0.003	-0.029	0.056	-0.029	-0.022	-0.033	-0.032
Department	0.050	0.087	0.005	0.063	1.000	0.578	0.622	0.578	0.707	0.578	0.707	0.095	0.688	0.409	0.409	0.026	0.707	0.707	0.500	0.580	0.577	0.017	0.707	0.409	0.040	0.577	0.026	0.029	0.578	0.578	0.042
Education	0.205	0.044	0.046	-0.016	0.578	1.000	0.449	0.450	-0.025	0.577	0.020	0.051	0.449	0.354	0.410	-0.006	0.033	0.707	0.500	0.452	0.577	0.031	0.707	0.354	0.085	-0.003	0.040	0.038	0.039	0.024	0.033
EducationField	0.038	0.062	0.041	0.045	0.622	0.449	1.000	0.379	0.707	0.577	0.707	0.036	0.384	0.354	0.408	0.023	0.707	0.707	0.500	0.379	0.577	0.029	0.707	0.354	0.026	0.578	0.021	0.029	0.379	0.379	0.035
Employee Source	0.048	0.047	0.049	0.046	0.578	0.450	0.379	1.000	1.000	0.816	1.000	0.067	0.452	0.504	0.582	0.058	1.000	1.000	0.708	0.434	0.817	0.072	1.000	0.507	0.072	0.817	0.069	0.068	0.339	0.338	0.075
EnvironmentSatisfaction	-0.009	0.000	0.012	0.007	0.707	-0.025	0.707	1.000	1.000	1.000	-0.017	0.018	1.000	1.000	1.000	0.027	-0.005	0.750	1.000	1.000	1.000	0.008	1.000	1.000	-0.016	0.002	0.000	-0.000	0.002	0.014	-0.010
Gender	0.028	0.002	0.022	0.031	0.578	0.577	0.577	0.816	1.000	1.000	1.000	0.043	0.818	0.578	0.578	0.032	1.000	1.000	0.708	0.818	0.817	0.020	1.000	0.577	0.040	0.817	0.013	0.056	0.580	0.578	0.044
JobInvolvement	-0.007	0.000	0.014	0.009	0.707	0.020	0.707	1.000	-0.017	1.000	1.000	0.009	1.000	0.707	0.707	-0.011	0.010	1.000	0.707	1.000	1.000	0.000	1.000	0.707	0.002	0.005	0.000	0.008	0.010	-0.009	0.031
JobLevel	0.158	0.106	0.028	0.054	0.095	0.051	0.036	0.067	0.018	0.043	0.009	1.000	0.567	0.033	0.056	0.075	0.009	0.018	0.020	0.089	0.014	0.047	0.009	0.071	0.533	0.044	0.036	0.354	0.247	0.218	0.239
JobRole	0.095	0.111	0.044	0.043	0.688	0.449	0.384	0.452	1.000	0.818	1.000	0.567	1.000	0.503	0.582	0.055	1.000	1.000	0.708	0.455	0.817	0.076	1.000	0.504	0.278	0.817	0.075	0.185	0.359	0.355	0.128
JobSatisfaction	0.040	0.057	0.028	0.027	0.409	0.354	0.354	0.504	1.000	0.578	0.707	0.033	0.503	1.000	0.578	0.074	0.707	1.000	0.708	0.506	0.577	0.024	0.707	0.500	0.070	0.578	0.034	0.053	0.359	0.357	0.059
MaritalStatus	0.074	0.126	0.040	0.057	0.409	0.410	0.408	0.582	1.000	0.578	0.707	0.056	0.582	0.578	1.000	0.043	0.707	1.000	0.707	0.581	0.577	0.041	0.707	0.735	0.081	0.578	0.032	0.061	0.412	0.414	0.060
MonthlyRate	0.024	0.046	0.053	-0.013	0.026	-0.006	0.023	0.058	0.027	0.032	-0.011	0.075	0.055	0.074	0.043	1.000	0.006	0.000	0.049	0.083	0.020	0.089	0.004	0.045	0.015	-0.010	0.079	-0.019	0.001	-0.012	-0.025
NumCompaniesWorked	0.054	0.000	0.014	0.016	0.707	0.033	0.707	1.000	-0.005	1.000	0.010	0.009	1.000	0.707	0.707	0.006	1.000	1.000	0.707	1.000	1.000	0.000	1.000	0.707	0.063	-0.005	0.000	-0.127	-0.082	-0.052	-0.101
Over18	0.000	0.000	0.012	0.000	0.707	0.707	0.707	1.000	0.750	1.000	1.000	0.018	1.000	1.000	1.000	0.000	1.000	1.000	1.000	1.000	1.000	0.008	1.000	1.000	0.009	1.000	0.000	0.000	0.707	0.707	0.032
OverTime	0.041	0.147	0.027	0.029	0.500	0.500	0.500	0.708	1.000	0.708	0.707	0.020	0.708	0.708	0.707	0.049	0.707	1.000	1.000	0.709	0.707	0.035	0.707	0.708	0.039	0.708	0.024	0.056	0.504	0.501	0.046
PercentSalaryHike	0.061	0.069	0.074	0.065	0.580	0.452	0.379	0.434	1.000	0.818	1.000	0.089	0.455	0.506	0.581	0.083	1.000	1.000	0.709	1.000	0.864	0.103	1.000	0.503	0.097	0.818	0.079	0.087	0.347	0.348	0.091
PerformanceRating	0.013	0.000	0.013	0.025	0.577	0.577	0.577	0.817	1.000	0.817	1.000	0.014	0.817	0.577	0.577	0.020	1.000	1.000	0.707	0.864	1.000	0.008	1.000	0.577	0.017	0.816	0.013	0.014	0.578	0.578	0.037
RelationshipSatisfaction	0.047	0.038	0.030	0.055	0.017	0.031	0.029	0.072	0.008	0.020	0.000	0.047	0.076	0.024	0.041	0.089	0.000	0.008	0.035	0.103	0.008	1.000	0.000	0.055	0.084	0.014	0.038	0.062	0.081	0.089	0.053
StandardHours	0.000	0.000	0.014	0.000	0.707	0.707	0.707	1.000	1.000	1.000	1.000	0.009	1.000	0.707	0.707	0.004	1.000	1.000	0.707	1.000	1.000	0.000	1.000	0.707	0.000	1.000	0.000	0.000	0.707	0.707	0.033
StockOptionLevel	0.088	0.138	0.031	0.046	0.409	0.354	0.354	0.507	1.000	0.577	0.707	0.071	0.504	0.500	0.735	0.045	0.707	1.000	0.708	0.503	0.577	0.055	0.707	1.000	0.085	0.577	0.046	0.066	0.357	0.361	0.074
TotalWorkingYears	0.306	0.108	0.048	0.003	0.040	0.085	0.026	0.072	-0.016	0.040	0.002	0.533	0.278	0.070	0.081	0.015	0.063	0.009	0.039	0.097	0.017	0.084	0.000	0.085	1.000	-0.013	0.072	0.594	0.493	0.335	0.499
TrainingTimesLastYear	0.013	0.010	0.014	-0.029	0.577	-0.003	0.578	0.817	0.002	0.817	0.005	0.044	0.817	0.578	0.578	-0.010	-0.005	1.000	0.708	0.818	0.816	0.014	1.000	0.577	-0.013	1.000	0.008	0.002	0.005	0.014	-0.009
WorkLifeBalance	0.043	0.028	0.022	0.056	0.026	0.040	0.021	0.069	0.000	0.013	0.000	0.036	0.075	0.034	0.032	0.079	0.000	0.000	0.024	0.079	0.013	0.038	0.000	0.046	0.072	0.008	1.000	0.078	0.064	0.067	0.084
YearsAtCompany	0.107	0.079	0.048	-0.029	0.029	0.038	0.029	0.068	-0.000	0.056	0.008	0.354	0.185	0.053	0.061	-0.019	-0.127	0.000	0.056	0.087	0.014	0.062	0.000	0.066	0.594	0.002	0.078	1.000	0.854	0.522	0.845
YearsInCurrentRole	0.089	0.098	0.038	-0.022	0.578	0.039	0.379	0.339	0.002	0.580	0.010	0.247	0.359	0.359	0.412	0.001	-0.082	0.707	0.504	0.347	0.578	0.081	0.707	0.357	0.493	0.005	0.064	0.854	1.000	0.506	0.727
YearsSinceLastPromotion	0.076	0.044	0.062	-0.033	0.578	0.024	0.379	0.338	0.014	0.578	-0.009	0.218	0.355	0.357	0.414	-0.012	-0.052	0.707	0.501	0.348	0.578	0.089	0.707	0.361	0.335	0.014	0.067	0.522	0.506	1.000	0.471
YearsWithCurrManager	0.084	0.081	0.056	-0.032	0.042	0.033	0.035	0.075	-0.010	0.044	0.031	0.239	0.128	0.059	0.060	-0.025	-0.101	0.032	0.046	0.091	0.037	0.053	0.033	0.074	0.499	-0.009	0.084	0.845	0.727	0.471	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Age	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	Application ID	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	Employee Source
0	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	1	123456	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
1	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	1	123458	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
2	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	7	123462	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
3	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	8	123463	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
4	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	9	123464	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
5	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	10	123465	4.0	Female	33	3.0	4.0	Manager	3	Divorced	14756	19730.0	2.0	Y	Yes	14	3.0	3.0	80.0	3.0	21.0	2.0	3.0	5.0	0.0	0.0	2.0	Company Website
6	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	11	123466	1.0	Female	41	3.0	5.0	Manager	1	Married	19566	3854.0	5.0	Y	No	11	3.0	4.0	80.0	0.0	33.0	5.0	1.0	29.0	8.0	11.0	10.0	Indeed
7	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	13	123468	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
8	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	17	123472	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral
9	41.0	Voluntary Resignation	Travel_Rarely	1102.0	Sales	1	2.0	Life Sciences	1	18	123473	2.0	Female	94	3.0	2.0	Sales Executive	4	Single	5993	19479.0	4.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	0.0	5.0	Referral

	Age	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EmployeeCount	EmployeeNumber	Application ID	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsSinceLastPromotion	YearsWithCurrManager	Employee Source
23426	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Life Sciences	1	19332	142787.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	3.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23427	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Medical	1	19336	142791.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Single	10883	20467.0	3.0	Y	No	20	4.0	3.0	80.0	1.0	20.0	2.0	3.0	20.0	7.0	2.0	13.0	Company Website
23428	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Life Sciences	1	19337	142792.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	4.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23429	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Medical	1	19338	142793.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	3.0	Y	No	20	3.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23430	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Life Sciences	1	19340	142795.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	3.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23431	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Medical	1	19344	142799.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Single	10883	20467.0	3.0	Y	No	20	4.0	3.0	80.0	1.0	20.0	2.0	3.0	20.0	7.0	2.0	13.0	Company Website
23432	60.0	Current employee	Travel_Rarely	370.0	Research & Development	1.0	4.0	Life Sciences	1	19345	142800.0	3.0	Male	92	1.0	3.0	Healthcare Representative	4	Divorced	10883	20467.0	0.0	Y	No	20	4.0	3.0	80.0	1.0	19.0	2.0	4.0	1.0	0.0	0.0	0.0	Company Website
23433	NaN	Voluntary Resignation	Travel_Frequently	1009.0	Research & Development	1.0	3.0	Life Sciences	1	16794	140249.0	4.0	Male	83	3.0	2.0	Sales Executive	3	Married	5301	2939.0	4.0	Y	No	15	3.0	3.0	80.0	2.0	4.0	2.0	2.0	2.0	1.0	2.0	2.0	Adzuna
23434	NaN	Current employee	Travel_Rarely	1354.0	Research & Development	5.0	3.0	Medical	1	1956	125411.0	3.0	Female	45	2.0	3.0	Manager	1	Single	11631	5615.0	2.0	Y	No	12	3.0	4.0	80.0	0.0	14.0	6.0	3.0	11.0	10.0	5.0	8.0	Indeed
23435	NaN	Current employee	Non-Travel	1142.0	Research & Development	8.0	2.0	Life Sciences	1	17587	141042.0	4.0	Male	72	3.0	2.0	Healthcare Representative	4	Divorced	4069	8841.0	3.0	Y	Yes	18	3.0	3.0	80.0	0.0	8.0	2.0	3.0	2.0	2.0	2.0	2.0	Recruit.net

Most frequently occurring

	Age	Attrition	BusinessTravel	DailyRate	Department	Education	EducationField	EmployeeNumber	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobLevel	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	Over18	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StandardHours	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsAtCompany	YearsInCurrentRole	YearsWithCurrManager	Employee Source	# duplicates
0	21.0	Current employee	Travel_Rarely	391.0	Research & Development	2.0	Life Sciences	816	1.0	Male	39	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	4.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
1	21.0	Current employee	Travel_Rarely	391.0	Research & Development	2.0	Life Sciences	819	3.0	Male	39	1.0	1.0	Laboratory Technician	3	Single	2293	7324.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
2	21.0	Current employee	Travel_Rarely	391.0	Research & Development	2.0	Medical	817	1.0	Male	39	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
3	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Life Sciences	813	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	21534.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
4	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Life Sciences	815	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
5	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Technical Degree	814	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	26009.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
6	26.0	Voluntary Resignation	Travel_Rarely	1357.0	Research & Development	3.0	Technical Degree	818	1.0	Male	48	1.0	1.0	Laboratory Technician	3	Single	2293	10558.0	1.0	Y	No	12	3.0	3.0	80.0	0.0	1.0	2.0	2.0	1.0	0.0	1.0	Seek	2
7	32.0	Current employee	Non-Travel	953.0	Research & Development	4.0	Life Sciences	23244	4.0	Female	100	2.0	2.0	Sales Executive	4	Married	6652	14369.0	5.0	Y	No	13	3.0	1.0	80.0	1.0	8.0	2.0	2.0	6.0	3.0	0.0	Seek	2
8	37.0	Voluntary Resignation	Travel_Rarely	807.0	Human Resources	4.0	Human Resources	1	1.0	Female	37	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	4.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	5.0	Referral	2
9	37.0	Voluntary Resignation	Travel_Rarely	807.0	Human Resources	4.0	Human Resources	5	1.0	Female	37	3.0	2.0	Sales Executive	4	Single	5993	19479.0	8.0	Y	Yes	11	3.0	1.0	80.0	0.0	8.0	0.0	1.0	6.0	4.0	5.0	Referral	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category